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00:00 Starting soon! 05:55 Welcome + overview of Monte Carlo simulation 13:46 Let's code! Random numbers in Python 19:14 Seeding a random number generator 25:04 Phillip's brain breaks 25:55 Seeding based on time 28:15 Rolling a simulated die 31:42 Rolling multiple dice 43:42 Law of large numbers! 45:08 House edge of craps 55:40 Playing craps once 1:08:38 Running the simulation 1:22:15 Generalizing the simulation, and happy coding This video is part of Programming for Lovers in Python and covers generating random integers, rolling dice, and simulating the house edge of craps. The material accompanies Chapter 2 of Programming for Lovers on "Forecasting a Presidential Election from Polling Data". It follows the code alongs shown below: [Random Numbers] https://programmingforlovers.com/chap... [Simulating Craps] https://programmingforlovers.com/chap... Programming for Lovers is an open online course where you write code to answer real scientific questions, built on award-winning teaching from Phillip Compeau, Professor at Carnegie Mellon University. ▶ Sign up for the mailing list to receive course materials, reminders, and earn a certificate: http://eepurl.com/iC9DSg ▶ Free course materials and companion resources: https://programmingforlovers.com ▶ Practice problems and autograded exercises for this code-along: https://cogniterra.org/course/63/promo ▶ Join the Philomath community on Discord: / discord ⸻ Philomath Membership All lectures and recordings are free and open. If you’d like to participate more deeply—through office hours, bonus sessions, and community support—you can become a Philomath member here: https://philomath.memberful.com Membership supports the instructors and helps keep Philomath open.